{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 从MongoDB中读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 355,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>author</th>\n",
       "      <th>price</th>\n",
       "      <th>comments</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>皮囊（350万册纪念版。直面人生的终极问题，刻在骨头里的故事，容纳一个个既失去家乡又未到达...</td>\n",
       "      <td>蔡崇达，果麦文化 出品</td>\n",
       "      <td>¥41.50</td>\n",
       "      <td>897433条评论</td>\n",
       "      <td>文学</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>诗经（韩寒推荐，全三册注音插图版）</td>\n",
       "      <td>骆玉明(解注)，果麦文化 出品</td>\n",
       "      <td>¥115.00</td>\n",
       "      <td>126380条评论</td>\n",
       "      <td>文学</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>后来时间都与你有关（肖战李现同款书，韩寒 何炅 谢娜 吴昕 戚薇 阚清子等明星推荐）</td>\n",
       "      <td>张皓宸，果麦文化 出品</td>\n",
       "      <td>¥36.20</td>\n",
       "      <td>252254条评论</td>\n",
       "      <td>文学</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>鲁迅文集精选（全六册）</td>\n",
       "      <td>鲁迅，果麦文化 出品</td>\n",
       "      <td>¥147.00</td>\n",
       "      <td>201078条评论</td>\n",
       "      <td>文学</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>戴建业 精读世说新语（2019全新升级版，超千万人点赞，10小时狂销4000册！陈引驰、骆...</td>\n",
       "      <td>戴建业， 果麦文化 出品</td>\n",
       "      <td>¥56.70</td>\n",
       "      <td>18672条评论</td>\n",
       "      <td>文学</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                name           author  \\\n",
       "0   皮囊（350万册纪念版。直面人生的终极问题，刻在骨头里的故事，容纳一个个既失去家乡又未到达...      蔡崇达，果麦文化 出品   \n",
       "1                                  诗经（韩寒推荐，全三册注音插图版）  骆玉明(解注)，果麦文化 出品   \n",
       "2         后来时间都与你有关（肖战李现同款书，韩寒 何炅 谢娜 吴昕 戚薇 阚清子等明星推荐）      张皓宸，果麦文化 出品   \n",
       "3                                        鲁迅文集精选（全六册）       鲁迅，果麦文化 出品   \n",
       "4   戴建业 精读世说新语（2019全新升级版，超千万人点赞，10小时狂销4000册！陈引驰、骆...     戴建业， 果麦文化 出品   \n",
       "\n",
       "     price   comments category  \n",
       "0   ¥41.50  897433条评论       文学  \n",
       "1  ¥115.00  126380条评论       文学  \n",
       "2   ¥36.20  252254条评论       文学  \n",
       "3  ¥147.00  201078条评论       文学  \n",
       "4   ¥56.70   18672条评论       文学  "
      ]
     },
     "execution_count": 355,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pymongo\n",
    "import pandas as pd\n",
    "import  matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.rcParams['font.sans-serif']=['SimHei']#设置绘制图形中文的正常显示\n",
    "plt.rcParams['axes.unicode_minus']=False#设置负号的正常显示\n",
    "client = pymongo.MongoClient('localhost',27017)#连接MangoDB\n",
    "db  = client['dangdang']#获取dangdang数据库中的内容\n",
    "pk10 = db['book']#获取book表单内容，即保存的内容\n",
    "data = pd.DataFrame(list(pk10.find()))\n",
    "data=data.drop(data.columns[0],axis=1)#删除导出的第一列id信息（无用信息，为保存进数据库后自动生成的）\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 357,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>author</th>\n",
       "      <th>price</th>\n",
       "      <th>comments</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>皮囊（350万册纪念版。直面人生的终极问题，刻在骨头里的故事，容纳一个个既失去家乡又未到达...</td>\n",
       "      <td>蔡崇达</td>\n",
       "      <td>41.5</td>\n",
       "      <td>897433</td>\n",
       "      <td>文学</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>诗经（韩寒推荐，全三册注音插图版）</td>\n",
       "      <td>骆玉明(解注)</td>\n",
       "      <td>115</td>\n",
       "      <td>126380</td>\n",
       "      <td>文学</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>后来时间都与你有关（肖战李现同款书，韩寒 何炅 谢娜 吴昕 戚薇 阚清子等明星推荐）</td>\n",
       "      <td>张皓宸</td>\n",
       "      <td>36.2</td>\n",
       "      <td>252254</td>\n",
       "      <td>文学</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>鲁迅文集精选（全六册）</td>\n",
       "      <td>鲁迅</td>\n",
       "      <td>147</td>\n",
       "      <td>201078</td>\n",
       "      <td>文学</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>戴建业 精读世说新语（2019全新升级版，超千万人点赞，10小时狂销4000册！陈引驰、骆...</td>\n",
       "      <td>戴建业</td>\n",
       "      <td>56.7</td>\n",
       "      <td>18672</td>\n",
       "      <td>文学</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                name   author price comments  \\\n",
       "0   皮囊（350万册纪念版。直面人生的终极问题，刻在骨头里的故事，容纳一个个既失去家乡又未到达...      蔡崇达  41.5   897433   \n",
       "1                                  诗经（韩寒推荐，全三册注音插图版）  骆玉明(解注)   115   126380   \n",
       "2         后来时间都与你有关（肖战李现同款书，韩寒 何炅 谢娜 吴昕 戚薇 阚清子等明星推荐）      张皓宸  36.2   252254   \n",
       "3                                        鲁迅文集精选（全六册）       鲁迅   147   201078   \n",
       "4   戴建业 精读世说新语（2019全新升级版，超千万人点赞，10小时狂销4000册！陈引驰、骆...      戴建业  56.7    18672   \n",
       "\n",
       "  category  \n",
       "0       文学  \n",
       "1       文学  \n",
       "2       文学  \n",
       "3       文学  \n",
       "4       文学  "
      ]
     },
     "execution_count": 357,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#数据预处理\n",
    "'''\n",
    "1、将作者列后面的出版社信息删除\n",
    "2、将价格中的人民币符号去掉,将数值类型转换为浮点数\n",
    "3、将评论数的文字删掉，将数值类型转换为整数\n",
    "    （注：评论数即对应书的销量，没有评论的用户系统默认给与好评，也算在了评论之中）\n",
    "'''\n",
    "for i in range(len(data)):#实现1\n",
    "    author_list=data.author[i].split('，')\n",
    "    if(len(author_list)>1):\n",
    "        data.author[i]=author_list[:-1]\n",
    "    data.author[i]=''.join(data.author[i])\n",
    "    \n",
    "for i in range(len(data)):#实现2、3\n",
    "    #data['author'][i]=data['author'][i].split('，')[0]#将内容用逗号分隔，取分隔后的第一部分\n",
    "    data['price'][i]=float(data['price'][i].replace('¥',''))#将符号替换为空\n",
    "    data['comments'][i]=int(data['comments'][i].replace('条评论',''))#将‘条评论’替换成空\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 可视化分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 349,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x18fa342c940>,\n",
       "  <matplotlib.patches.Wedge at 0x18fa34710f0>,\n",
       "  <matplotlib.patches.Wedge at 0x18fa34717f0>,\n",
       "  <matplotlib.patches.Wedge at 0x18fa3471ef0>,\n",
       "  <matplotlib.patches.Wedge at 0x18fa3481588>,\n",
       "  <matplotlib.patches.Wedge at 0x18fa3481c88>,\n",
       "  <matplotlib.patches.Wedge at 0x18fa3499470>,\n",
       "  <matplotlib.patches.Wedge at 0x18fa3499b70>],\n",
       " [Text(1.5999620934969316, 0.01101359945324222, '中小学教辅'),\n",
       "  Text(1.299564777518896, 0.03363612689152332, '套装'),\n",
       "  Text(1.0825057291862883, 0.1954004766597629, '社科'),\n",
       "  Text(0.9767593659028915, 0.5059062572463219, '经典'),\n",
       "  Text(0.7252765355099291, 0.8270271743048802, '励志'),\n",
       "  Text(0.1357914387804822, 1.0915863159429615, '少儿'),\n",
       "  Text(-0.9518260043184033, 0.5513866678686229, '小说'),\n",
       "  Text(0.14396320958458256, -1.0905386716142191, '文学')],\n",
       " [Text(1.0999739392791403, 0.0075718496241040266, '0.2%'),\n",
       "  Text(0.7997321707808589, 0.020699155010168196, '0.4%'),\n",
       "  Text(0.5904576704652481, 0.10658207817805247, '4.5%'),\n",
       "  Text(0.5327778359470317, 0.2759488675889028, '5.1%'),\n",
       "  Text(0.3956053830054158, 0.4511057314390255, '6.8%'),\n",
       "  Text(0.07406805751662664, 0.5954107177870698, '12.2%'),\n",
       "  Text(-0.5191778205373109, 0.30075636429197605, '25.1%'),\n",
       "  Text(0.07852538704613593, -0.5948392754259376, '45.8%')])"
      ]
     },
     "execution_count": 349,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "categories=data['category'].drop_duplicates().tolist()#获取所有分类信息\n",
    "category_counts=[]#每种分类的总体销量\n",
    "for i in categories:\n",
    "    category_counts.append(data.loc[data['category']==i,'comments'].sum())\n",
    "category=dict(zip(categories,category_counts))#将上述两个字段合并成一个字典\n",
    "category=dict(sorted(category.items(),key=lambda k:(k[1],k[0])))#将字典排序\n",
    "\n",
    "plt.figure(figsize=(12,6))#设置绘图的画布大小\n",
    "plt.subplot(121)#设置第一个子图的画布（一行两列第一个图）\n",
    "plt.title(\"各个图书分类总销量\")\n",
    "plt.ylabel(\"销量总数（/千万本）\")\n",
    "sns.barplot(x=list(category.keys()),y=list(category.values()))\n",
    "\n",
    "plt.subplot(122)#绘制第二个子图\n",
    "indic = []\n",
    "#我们将数据最大的突出显示\n",
    "for value in range(len(category)):\n",
    "    if(value==0):\n",
    "        indic.append(0.5)\n",
    "    elif(value==1):\n",
    "        indic.append(0.2)\n",
    "    else:\n",
    "        indic.append(0)\n",
    "plt.title(\"各个图书分类总销量占比\")\n",
    "plt.pie(\n",
    "    category.values(),#要绘制的数据\n",
    "    labels=category.keys(),#数据标签\n",
    "    explode=indic,#每一块数据的间隔\n",
    "    autopct='%1.1f%%'#数据百分比显示保留一位小数\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x18fa17958d0>"
      ]
     },
     "execution_count": 341,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,12))\n",
    "top=data.sort_values(by=['comments'],ascending=False).iloc[0:20]\n",
    "plt.title(\"单本图书Top20畅销榜单\")\n",
    "sns.barplot(y='name',x='comments',data=top)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 373,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0, '销量（/千万本)'), Text(0.5, 1.0, '畅销作家Top10')]"
      ]
     },
     "execution_count": 373,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import re\n",
    "unique=[]\n",
    "sales=[]\n",
    "invalid=['[苏]','[美]','译者','译','(法)','[法]','著','编']\n",
    "for i in data['author']:\n",
    "    i=re.split('，|、| ',i)\n",
    "    for j in i:\n",
    "        if j not in unique and j not in invalid:\n",
    "            unique.append(j)\n",
    "delete=[]\n",
    "for name in unique:\n",
    "    try:\n",
    "        sum_all=data[data['author'].str.contains(name)]['comments'].sum()\n",
    "        sales.append(sum_all)\n",
    "    except:\n",
    "        index=unique.index(name)\n",
    "        delete.append(name)\n",
    "for i in delete:\n",
    "    unique.remove(i)\n",
    "Author=pd.DataFrame({\n",
    "    '作者名':unique,\n",
    "    '销量':sales\n",
    "})\n",
    "Author=Author.sort_values(by='销量',ascending=False)\n",
    "Author=Author.drop([50,979],axis=0)\n",
    "ax=sns.barplot(x=Author.iloc[0:10]['销量'],y=Author.iloc[0:10]['作者名'])\n",
    "ax.set(xlabel='销量（/千万本)',title='畅销作家Top10')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
